Program Synthesis Via Deep Learning Over Graph Structured Data Information Guide

  1. Introduction on Program Synthesis Via Deep Learning Over Graph Structured Data
  2. Key Details
  3. Developments
  4. Full Guide
  5. Conclusion

Introduction on Program Synthesis Via Deep Learning Over Graph Structured Data

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Key Details

Full Kefei Hu - Applying ML on graph-structured data - an introduction to Graph Neural Networks Guide
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Foundations of Data Science - Representation and Learning in Graph Neural Networks
Foundations of Data Science - Representation and Learning in Graph Neural Networks
Scaling Neural Program Synthesis with Distribution-based Search
Scaling Neural Program Synthesis with Distribution-based Search
Learning to Represent Programs with Heterogeneous Graphs
Learning to Represent Programs with Heterogeneous Graphs
Osbert Bastani - Interpretable Machine Learning via Program Synthesis - IPAM at UCLA
Osbert Bastani - Interpretable Machine Learning via Program Synthesis - IPAM at UCLA
Toward Neural-Network-Guided Program Synthesis and Verification
Toward Neural-Network-Guided Program Synthesis and Verification
Exploring Program Synthesis: Francois Chollet, Kevin Ellis, Zenna Tavares
Exploring Program Synthesis: Francois Chollet, Kevin Ellis, Zenna Tavares
Learning Representations via Graph-structured Networks
Learning Representations via Graph-structured Networks
Introduction and Basics - Quantum machine learning of graph-structured data Part 1
Introduction and Basics - Quantum machine learning of graph-structured data Part 1
Graph Neural Networks (GNNs)
Graph Neural Networks (GNNs)
Program Synthesis meets Notebooks
Program Synthesis meets Notebooks
[POPL'24] Optimal Program Synthesis via Abstract Interpretation
[POPL'24] Optimal Program Synthesis via Abstract Interpretation

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Last Updated: September 22, 2026

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Full Automated Transpilation of Imperative to Functional Code using Neural-Guided Program Synthesis News
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Summary

Mayur Naik (University of Pennsylvania) simons.berkeley.edu/talks/tbd-297 PyData Cyprus Meetup - May 2021 Abstract ------------- A Link to Paper: dl.acm.org/doi/10.1145/3527315 Voiceover: Generated Stefanie Jegelka (MIT) Title: Representation and Talk by Nathanael Fijalkow in the IARCS Verification Seminar Series, Presented at ICPC 2022 - conf.researchr.org/home/icpc-2022. Recorded 10 January 2023. Osbert Bastani of the University of Pennsylvania presents "Interpretable We propose a novel framework of Panel discussion with Francois Chollet, Kevin Ellis, and Zenna Tavares Authors: Xiaolong Wang, Sifei Liu, Saining Xie, Shubham Tulsiani, Chen Sun, Han Hu, Jan Kautz, Ming-Hsuan Yang, Abhinav ... This is the first part of a series of videos about quantum

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